Project description
Next-gen energy-efficient computing
AI and machine learning push traditional silicon-based computing to its energy limits. Neuromorphic devices, which mimic brain activity, offer a low-energy alternative, but current models lack the complexity needed for advanced AI. Supported by the Marie Skłodowska-Curie Actions programme, the SPECIFIC project addresses this gap by harnessing vacancy-ordered perovskites to develop high-order memristors. By fine-tuning these materials, researchers aim to achieve second-order logic in bio-realistic devices. This breakthrough supports the European Green Deal’s carbon reduction goals while advancing neuromorphic computing. SPECIFIC also provides invaluable training in materials science and device physics, equipping researchers for the future of energy-efficient computing.
Objective
The rising demand for complex computing in artificial intelligence (AI), machine learning, and data processing, presents a major energy challenge. In this regard, traditional silicon-based computing systems, based on the Von Neumann architecture, are becoming increasingly inefficient in terms of energy consumption. This makes it inevitable to find alternative solutions for developing noble energy efficient computing devices. Neuromorphic device which emulates the brain’s neural activities, offers a path to low energy computation. However, state-of-the-art neuromorphic devices mimic only first-order synaptic behavior, such as simple time-dependent plasticity. While the advancements are impressive, but these devices lack the ability to emulate more complex higher-order synaptic functions, such as multi-synaptic plasticity or history-dependent memory. These advanced functions are crucial for handling intricate tasks for example, decision-making, pattern recognition, and reasoning in AI. SPECIFIC aims to overcome this barrier by leveraging the properties of vacancy-ordered perovskites, which will positively contribute to the development of next-generation high-order memristors. To do so, we will exploit the tunability of perovskite materials to modulate defects, transport, and interfaces, which will be tailored to achieve second-order logic in potentially scalable bio-realistic devices. SPECIFIC seeks to establish guidelines for designing second-order memristors, integrating timing- and rate-based correlations for advanced neuromorphic computing tasks. These goals align with the European Green Deal’s goal of reducing carbon emissions, as the energy-efficient devices developed will contribute to the EU’s target of net-zero emissions by 2050. Additionally, this cutting-edge project will significantly enhance the fellow's expertise in materials science, device physics and neuromorphic technology, positioning her at the forefront of next-generation computing research.
Keywords
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Project’s keywords as indicated by the project coordinator. Not to be confused with the EuroSciVoc taxonomy (Fields of science)
Programme(s)
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
Multi-annual funding programmes that define the EU’s priorities for research and innovation.
-
HORIZON.1.2 - Marie Skłodowska-Curie Actions (MSCA)
MAIN PROGRAMME
See all projects funded under this programme
Topic(s)
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Calls for proposals are divided into topics. A topic defines a specific subject or area for which applicants can submit proposals. The description of a topic comprises its specific scope and the expected impact of the funded project.
Funding Scheme
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
Funding scheme (or “Type of Action”) inside a programme with common features. It specifies: the scope of what is funded; the reimbursement rate; specific evaluation criteria to qualify for funding; and the use of simplified forms of costs like lump sums.
HORIZON-TMA-MSCA-PF-EF - HORIZON TMA MSCA Postdoctoral Fellowships - European Fellowships
See all projects funded under this funding scheme
Call for proposal
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
Procedure for inviting applicants to submit project proposals, with the aim of receiving EU funding.
(opens in new window) HORIZON-MSCA-2024-PF-01
See all projects funded under this callCoordinator
Net EU financial contribution. The sum of money that the participant receives, deducted by the EU contribution to its linked third party. It considers the distribution of the EU financial contribution between direct beneficiaries of the project and other types of participants, like third-party participants.
08860 Castelldefels
Spain
The total costs incurred by this organisation to participate in the project, including direct and indirect costs. This amount is a subset of the overall project budget.